SOTAVerified

Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Further readings:

( Image credit: Adversarial Ranking for Language Generation )

Papers

Showing 101150 of 5335 papers

TitleStatusHype
Language Models can Self-Lengthen to Generate Long TextsCode2
Learning Transferable Visual Models From Natural Language SupervisionCode2
MiniLLM: Knowledge Distillation of Large Language ModelsCode2
Adaptable Logical Control for Large Language ModelsCode2
Large Language Models Can Learn Temporal ReasoningCode2
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-PolygraphCode2
Keyformer: KV Cache Reduction through Key Tokens Selection for Efficient Generative InferenceCode2
KoSBi: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model ApplicationCode2
InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache ManagementCode2
Balancing LoRA Performance and Efficiency with Simple Shard SharingCode2
In-Context Retrieval-Augmented Language ModelsCode2
Inseq: An Interpretability Toolkit for Sequence Generation ModelsCode2
Improving Factuality and Reasoning in Language Models through Multiagent DebateCode2
LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language ModelsCode2
Building Cooperative Embodied Agents Modularly with Large Language ModelsCode2
In-Context Editing: Learning Knowledge from Self-Induced DistributionsCode2
Intelligent Artistic Typography: A Comprehensive Review of Artistic Text Design and GenerationCode2
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization AlignmentCode2
CelebV-Text: A Large-Scale Facial Text-Video DatasetCode2
mbrs: A Library for Minimum Bayes Risk DecodingCode2
Language-Driven Representation Learning for RoboticsCode2
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
MonoFormer: One Transformer for Both Diffusion and AutoregressionCode2
Most Language Models can be Poets too: An AI Writing Assistant and Constrained Text Generation StudioCode2
LLM Attributor: Interactive Visual Attribution for LLM GenerationCode2
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast DecodingCode2
A Contrastive Framework for Neural Text GenerationCode2
Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM InferenceCode2
Grounding Language Models to Images for Multimodal Inputs and OutputsCode2
GPTScore: Evaluate as You DesireCode2
Harmonizing Visual Text Comprehension and GenerationCode2
GlyphControl: Glyph Conditional Control for Visual Text GenerationCode2
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at ScaleCode2
GPT-NER: Named Entity Recognition via Large Language ModelsCode2
Fine-Grained Human Feedback Gives Better Rewards for Language Model TrainingCode2
Few-Shot Text Generation with Pattern-Exploiting TrainingCode2
Expressive Text-to-Image Generation with Rich TextCode2
Authorship Obfuscation in Multilingual Machine-Generated Text DetectionCode2
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text GenerationCode2
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained TransformerCode2
AutoPatent: A Multi-Agent Framework for Automatic Patent GenerationCode2
Evolutionary Computation in the Era of Large Language Model: Survey and RoadmapCode2
From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language ModelsCode2
HelloBench: Evaluating Long Text Generation Capabilities of Large Language ModelsCode2
Efficient Minimum Bayes Risk Decoding using Low-Rank Matrix Completion AlgorithmsCode2
A Survey on Data Contamination for Large Language ModelsCode2
A Systematic Survey of Prompt Engineering on Vision-Language Foundation ModelsCode2
A Touch, Vision, and Language Dataset for Multimodal AlignmentCode2
eVAE: Evolutionary Variational AutoencoderCode2
Ecco: An Open Source Library for the Explainability of Transformer Language ModelsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1T5B BaselineBLEU48.74Unverified
2FactT5BBLEU48.37Unverified
3JointGT BaselineBLEU47.51Unverified
4FactJointGTBLEU47.39Unverified
5Control Prefixes (T5-large)METEOR0.41Unverified
6T5METEOR0.12Unverified
7BARTMETEOR0.11Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.95Unverified
2partGANBLEU-20.91Unverified
3RankGANBLEU-20.85Unverified
4RelGAN (100)BLEU-20.85Unverified
5SeqGANBLEU-20.83Unverified
#ModelMetricClaimedVerifiedStatus
1LeakGANBLEU-20.96Unverified
2PPOGANBLEU-20.91Unverified
3RelGANBLEU-20.88Unverified
4SeqGANBLEU-20.86Unverified
5RankGANBLEU-20.78Unverified
#ModelMetricClaimedVerifiedStatus
1UniCRSDistinct-30.65Unverified
2CRFRDistinct-30.52Unverified
3KGSFDistinct-30.43Unverified
4C2CRSDistinct-30.33Unverified
5KBRDDistinct-30.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniLMCIDEr14.92Unverified
2BART (TextBox 2.0)CIDEr12.98Unverified
3BARTMETEOR0.3Unverified
4T5METEOR0.29Unverified
#ModelMetricClaimedVerifiedStatus
1Beam search + A*esque (beam)BLEU-134.4Unverified
2Beam search + A*esque (sample)BLEU-134.4Unverified
3Beam search + A*esque (greedy)BLEU-134.3Unverified
4Beam searchBLEU-133.7Unverified
#ModelMetricClaimedVerifiedStatus
1RankGANBLEU-20.81Unverified
2SeqGANBLEU-20.74Unverified
3LeakGANBLEU-20.46Unverified
#ModelMetricClaimedVerifiedStatus
1TGen++METEOR0.17Unverified
2TGenMETEOR0.15Unverified
3TGen+METEOR0.15Unverified
#ModelMetricClaimedVerifiedStatus
1GPT2-124Meval_loss3.12Unverified
2GPT2-81M-LOOPeval_loss3.11Unverified
3GPT2-Hermiteeval_loss2.91Unverified
#ModelMetricClaimedVerifiedStatus
1LLaMA-65B+CFG (zero-shot)Accuracy96.6Unverified
2LLaMA-30B+CFG (zero-shot)Accuracy96.4Unverified
3LLaMA-13B+CFG (zero-shot)Accuracy95.1Unverified
#ModelMetricClaimedVerifiedStatus
1CNN-VAENLL332.1Unverified
2SA-VAENLL327.5Unverified
3Aggressive VAENLL326.7Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)BLEU-410.2Unverified
#ModelMetricClaimedVerifiedStatus
1STWGAN-GPBLEU-30.62Unverified
#ModelMetricClaimedVerifiedStatus
1PALMROUGE-L41.41Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L64.34Unverified
#ModelMetricClaimedVerifiedStatus
1AEM+AttentionBLEU-114.17Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4ASR65.1Unverified
#ModelMetricClaimedVerifiedStatus
1BART (TextBox 2.0)ROUGE-L42.96Unverified
#ModelMetricClaimedVerifiedStatus
1Graph2SeqBLEU22Unverified
#ModelMetricClaimedVerifiedStatus
1WGANGP + DGflowJS-40.19Unverified